Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 311 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.9 MiB |
| Average record size in memory | 200.0 B |
Variable types
| Numeric | 14 |
|---|---|
| DateTime | 2 |
| Categorical | 9 |
AVERAGE_ACCT_AGE has a high cardinality: 112 distinct values | High cardinality |
CREDIT_HISTORY_LENGTH has a high cardinality: 192 distinct values | High cardinality |
DISBURSED_AMOUNT is highly correlated with ASSET_COST | High correlation |
ASSET_COST is highly correlated with DISBURSED_AMOUNT | High correlation |
AADHAR_FLAG is highly correlated with VOTERID_FLAG | High correlation |
VOTERID_FLAG is highly correlated with AADHAR_FLAG | High correlation |
DISBURSED_AMOUNT is highly correlated with ASSET_COST | High correlation |
ASSET_COST is highly correlated with DISBURSED_AMOUNT | High correlation |
AADHAR_FLAG is highly correlated with VOTERID_FLAG | High correlation |
VOTERID_FLAG is highly correlated with AADHAR_FLAG | High correlation |
df_index is highly correlated with AADHAR_FLAG and 7 other fields | High correlation |
DISBURSED_AMOUNT is highly correlated with ASSET_COST and 8 other fields | High correlation |
ASSET_COST is highly correlated with DISBURSED_AMOUNT and 8 other fields | High correlation |
LTV is highly correlated with AADHAR_FLAG and 7 other fields | High correlation |
BRANCH_ID is highly correlated with AADHAR_FLAG and 7 other fields | High correlation |
SUPPLIER_ID is highly correlated with AADHAR_FLAG and 7 other fields | High correlation |
MANUFACTURER_ID is highly correlated with AADHAR_FLAG and 7 other fields | High correlation |
CURRENT_PINCODE_ID is highly correlated with AADHAR_FLAG and 6 other fields | High correlation |
STATE_ID is highly correlated with AADHAR_FLAG and 7 other fields | High correlation |
EMPLOYEE_CODE_ID is highly correlated with AADHAR_FLAG and 7 other fields | High correlation |
AADHAR_FLAG is highly correlated with df_index and 16 other fields | High correlation |
PAN_FLAG is highly correlated with df_index and 16 other fields | High correlation |
VOTERID_FLAG is highly correlated with df_index and 16 other fields | High correlation |
PASSPORT_FLAG is highly correlated with df_index and 16 other fields | High correlation |
PERFORM_CNS_SCORE is highly correlated with PRI_OVERDUE_ACCTS and 2 other fields | High correlation |
PRI_OVERDUE_ACCTS is highly correlated with df_index and 16 other fields | High correlation |
NEW_ACCTS_IN_LAST_SIX_MONTHS is highly correlated with df_index and 16 other fields | High correlation |
NO_OF_INQUIRIES is highly correlated with df_index and 16 other fields | High correlation |
LOAN_DEFAULT is highly correlated with df_index and 14 other fields | High correlation |
BRANCH_ID is highly correlated with CURRENT_PINCODE_ID and 1 other fields | High correlation |
CURRENT_PINCODE_ID is highly correlated with BRANCH_ID and 1 other fields | High correlation |
LOAN_DEFAULT is highly correlated with EMPLOYMENT_TYPE and 1 other fields | High correlation |
EMPLOYMENT_TYPE is highly correlated with LOAN_DEFAULT | High correlation |
AADHAR_FLAG is highly correlated with VOTERID_FLAG and 1 other fields | High correlation |
DISBURSED_AMOUNT is highly correlated with LTV and 2 other fields | High correlation |
LTV is highly correlated with DISBURSED_AMOUNT | High correlation |
MANUFACTURER_ID is highly correlated with DISBURSED_AMOUNT and 1 other fields | High correlation |
ASSET_COST is highly correlated with DISBURSED_AMOUNT and 1 other fields | High correlation |
PERFORM_CNS_SCORE_DESCRIPTION is highly correlated with PERFORM_CNS_SCORE | High correlation |
PERFORM_CNS_SCORE is highly correlated with LOAN_DEFAULT and 1 other fields | High correlation |
VOTERID_FLAG is highly correlated with AADHAR_FLAG and 1 other fields | High correlation |
STATE_ID is highly correlated with BRANCH_ID and 3 other fields | High correlation |
AADHAR_FLAG is highly correlated with VOTERID_FLAG | High correlation |
VOTERID_FLAG is highly correlated with AADHAR_FLAG | High correlation |
EMPLOYMENT_TYPE has 311 (3.1%) missing values | Missing |
df_index has unique values | Unique |
PERFORM_CNS_SCORE has 4911 (49.1%) zeros | Zeros |
PRI_OVERDUE_ACCTS has 8846 (88.5%) zeros | Zeros |
NEW_ACCTS_IN_LAST_SIX_MONTHS has 7755 (77.5%) zeros | Zeros |
NO_OF_INQUIRIES has 8673 (86.7%) zeros | Zeros |
Reproduction
| Analysis started | 2021-08-02 18:56:16.288063 |
|---|---|
| Analysis finished | 2021-08-02 18:56:52.555009 |
| Duration | 36.27 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67635.9967 |
| Minimum | 4 |
|---|---|
| Maximum | 133146 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 7296.55 |
| Q1 | 34280.25 |
| median | 68325.5 |
| Q3 | 101181 |
| 95-th percentile | 126785.15 |
| Maximum | 133146 |
| Range | 133142 |
| Interquartile range (IQR) | 66900.75 |
Descriptive statistics
| Standard deviation | 38516.74744 |
|---|---|
| Coefficient of variation (CV) | 0.5694711296 |
| Kurtosis | -1.207124721 |
| Mean | 67635.9967 |
| Median Absolute Deviation (MAD) | 33552 |
| Skewness | -0.02718809912 |
| Sum | 676359967 |
| Variance | 1483539833 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 41225 | 1 | < 0.1% |
| 111514 | 1 | < 0.1% |
| 39229 | 1 | < 0.1% |
| 35083 | 1 | < 0.1% |
| 66190 | 1 | < 0.1% |
| 39292 | 1 | < 0.1% |
| 123557 | 1 | < 0.1% |
| 82022 | 1 | < 0.1% |
| 75635 | 1 | < 0.1% |
| 96055 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 4 | 1 | |
| 7 | 1 | |
| 9 | 1 | |
| 17 | 1 | |
| 29 | 1 | |
| 43 | 1 | |
| 50 | 1 | |
| 55 | 1 | |
| 60 | 1 | |
| 61 | 1 |
| Value | Count | Frequency (%) |
| 133146 | 1 | |
| 133138 | 1 | |
| 133118 | 1 | |
| 133095 | 1 | |
| 133085 | 1 | |
| 133043 | 1 | |
| 133036 | 1 | |
| 133015 | 1 | |
| 133003 | 1 | |
| 133002 | 1 |
DISBURSED_AMOUNT
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 3410 |
|---|---|
| Distinct (%) | 34.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54557.3842 |
| Minimum | 13664 |
|---|---|
| Maximum | 191392 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 13664 |
|---|---|
| 5-th percentile | 35139 |
| Q1 | 47349 |
| median | 53908 |
| Q3 | 60613.25 |
| 95-th percentile | 74251 |
| Maximum | 191392 |
| Range | 177728 |
| Interquartile range (IQR) | 13264.25 |
Descriptive statistics
| Standard deviation | 12546.24397 |
|---|---|
| Coefficient of variation (CV) | 0.2299641773 |
| Kurtosis | 4.63831939 |
| Mean | 54557.3842 |
| Median Absolute Deviation (MAD) | 6559 |
| Skewness | 0.9504849324 |
| Sum | 545573842 |
| Variance | 157408237.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 53303 | 99 | 1.0% |
| 52303 | 99 | 1.0% |
| 48349 | 98 | 1.0% |
| 47349 | 94 | 0.9% |
| 50303 | 89 | 0.9% |
| 51303 | 87 | 0.9% |
| 56259 | 83 | 0.8% |
| 55259 | 77 | 0.8% |
| 46349 | 74 | 0.7% |
| 57259 | 68 | 0.7% |
| Other values (3400) | 9132 |
| Value | Count | Frequency (%) |
| 13664 | 1 | |
| 14164 | 1 | |
| 14455 | 1 | |
| 15156 | 1 | |
| 15540 | 1 | |
| 15910 | 1 | |
| 16700 | 1 | |
| 17060 | 1 | |
| 17119 | 1 | |
| 18040 | 1 |
| Value | Count | Frequency (%) |
| 191392 | 1 | < 0.1% |
| 167018 | 1 | < 0.1% |
| 134265 | 1 | < 0.1% |
| 131509 | 1 | < 0.1% |
| 129485 | 1 | < 0.1% |
| 127328 | 1 | < 0.1% |
| 127103 | 1 | < 0.1% |
| 120706 | 3 | |
| 120312 | 1 | < 0.1% |
| 119807 | 1 | < 0.1% |
| Distinct | 7311 |
|---|---|
| Distinct (%) | 73.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76110.3872 |
| Minimum | 38055 |
|---|---|
| Maximum | 255315 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 38055 |
|---|---|
| 5-th percentile | 58684.55 |
| Q1 | 65774 |
| median | 71066 |
| Q3 | 79693 |
| 95-th percentile | 109874.2 |
| Maximum | 255315 |
| Range | 217260 |
| Interquartile range (IQR) | 13919 |
Descriptive statistics
| Standard deviation | 18376.77053 |
|---|---|
| Coefficient of variation (CV) | 0.2414489165 |
| Kurtosis | 9.95686984 |
| Mean | 76110.3872 |
| Median Absolute Deviation (MAD) | 6466 |
| Skewness | 2.462493213 |
| Sum | 761103872 |
| Variance | 337705695 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 68000 | 30 | 0.3% |
| 69000 | 23 | 0.2% |
| 73000 | 22 | 0.2% |
| 78000 | 22 | 0.2% |
| 75000 | 21 | 0.2% |
| 66000 | 20 | 0.2% |
| 72000 | 20 | 0.2% |
| 62188 | 20 | 0.2% |
| 77000 | 19 | 0.2% |
| 71000 | 19 | 0.2% |
| Other values (7301) | 9784 |
| Value | Count | Frequency (%) |
| 38055 | 1 | |
| 39459 | 1 | |
| 39620 | 1 | |
| 40167 | 1 | |
| 40668 | 1 | |
| 40680 | 1 | |
| 40768 | 2 | |
| 40986 | 1 | |
| 41000 | 1 | |
| 41064 | 1 |
| Value | Count | Frequency (%) |
| 255315 | 1 | |
| 254177 | 1 | |
| 251767 | 1 | |
| 241134 | 1 | |
| 199951 | 1 | |
| 199371 | 1 | |
| 196451 | 1 | |
| 189130 | 1 | |
| 183545 | 1 | |
| 182719 | 2 |
| Distinct | 3533 |
|---|---|
| Distinct (%) | 35.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.76375 |
| Minimum | 19.3 |
|---|---|
| Maximum | 95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 19.3 |
|---|---|
| 5-th percentile | 52.48 |
| Q1 | 68.85 |
| median | 76.715 |
| Q3 | 83.555 |
| 95-th percentile | 89.35 |
| Maximum | 95 |
| Range | 75.7 |
| Interquartile range (IQR) | 14.705 |
Descriptive statistics
| Standard deviation | 11.3507564 |
|---|---|
| Coefficient of variation (CV) | 0.1518216569 |
| Kurtosis | 1.343324659 |
| Mean | 74.76375 |
| Median Absolute Deviation (MAD) | 7.215 |
| Skewness | -1.068962027 |
| Sum | 747637.5 |
| Variance | 128.8396709 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 85 | 167 | 1.7% |
| 84.99 | 45 | 0.4% |
| 79.99 | 26 | 0.3% |
| 79.92 | 21 | 0.2% |
| 75 | 19 | 0.2% |
| 89.96 | 19 | 0.2% |
| 80 | 19 | 0.2% |
| 74.93 | 18 | 0.2% |
| 79.79 | 18 | 0.2% |
| 74.91 | 17 | 0.2% |
| Other values (3523) | 9631 |
| Value | Count | Frequency (%) |
| 19.3 | 1 | |
| 21.12 | 1 | |
| 21.64 | 1 | |
| 22.34 | 1 | |
| 22.4 | 1 | |
| 22.45 | 1 | |
| 22.83 | 1 | |
| 24.5 | 1 | |
| 25.35 | 1 | |
| 25.42 | 1 |
| Value | Count | Frequency (%) |
| 95 | 1 | |
| 94.99 | 1 | |
| 94.98 | 1 | |
| 94.94 | 2 | |
| 94.92 | 1 | |
| 94.9 | 1 | |
| 94.86 | 1 | |
| 94.85 | 1 | |
| 94.83 | 1 | |
| 94.78 | 1 |
| Distinct | 82 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.2591 |
| Minimum | 1 |
|---|---|
| Maximum | 261 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 13 |
| median | 61 |
| Q3 | 121 |
| 95-th percentile | 248 |
| Maximum | 261 |
| Range | 260 |
| Interquartile range (IQR) | 108 |
Descriptive statistics
| Standard deviation | 69.39148712 |
|---|---|
| Coefficient of variation (CV) | 0.9737912368 |
| Kurtosis | 0.3631914529 |
| Mean | 71.2591 |
| Median Absolute Deviation (MAD) | 50 |
| Skewness | 1.054904565 |
| Sum | 712591 |
| Variance | 4815.178485 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 590 | 5.9% |
| 67 | 456 | 4.6% |
| 5 | 405 | 4.0% |
| 3 | 389 | 3.9% |
| 36 | 384 | 3.8% |
| 34 | 361 | 3.6% |
| 136 | 345 | 3.5% |
| 1 | 302 | 3.0% |
| 16 | 295 | 2.9% |
| 19 | 250 | 2.5% |
| Other values (72) | 6223 |
| Value | Count | Frequency (%) |
| 1 | 302 | |
| 2 | 590 | |
| 3 | 389 | |
| 5 | 405 | |
| 7 | 144 | 1.4% |
| 8 | 145 | 1.5% |
| 9 | 103 | 1.0% |
| 10 | 178 | 1.8% |
| 11 | 181 | 1.8% |
| 13 | 132 | 1.3% |
| Value | Count | Frequency (%) |
| 261 | 7 | 0.1% |
| 260 | 18 | 0.2% |
| 259 | 18 | 0.2% |
| 258 | 9 | 0.1% |
| 257 | 44 | 0.4% |
| 255 | 61 | 0.6% |
| 254 | 72 | |
| 251 | 166 | |
| 250 | 54 | 0.5% |
| 249 | 43 | 0.4% |
| Distinct | 1968 |
|---|---|
| Distinct (%) | 19.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19683.0378 |
| Minimum | 10524 |
|---|---|
| Maximum | 24789 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 10524 |
|---|---|
| 5-th percentile | 14197.55 |
| Q1 | 16565 |
| median | 20470 |
| Q3 | 23000 |
| 95-th percentile | 24151.1 |
| Maximum | 24789 |
| Range | 14265 |
| Interquartile range (IQR) | 6435 |
Descriptive statistics
| Standard deviation | 3484.60368 |
|---|---|
| Coefficient of variation (CV) | 0.1770358679 |
| Kurtosis | -1.459941397 |
| Mean | 19683.0378 |
| Median Absolute Deviation (MAD) | 2981 |
| Skewness | -0.1911875221 |
| Sum | 196830378 |
| Variance | 12142462.81 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15694 | 63 | 0.6% |
| 18317 | 62 | 0.6% |
| 15663 | 61 | 0.6% |
| 14234 | 57 | 0.6% |
| 18166 | 54 | 0.5% |
| 21124 | 53 | 0.5% |
| 17980 | 52 | 0.5% |
| 14375 | 49 | 0.5% |
| 14347 | 47 | 0.5% |
| 14115 | 46 | 0.5% |
| Other values (1958) | 9456 |
| Value | Count | Frequency (%) |
| 10524 | 1 | < 0.1% |
| 12312 | 2 | < 0.1% |
| 12374 | 5 | |
| 12441 | 2 | < 0.1% |
| 12456 | 7 | |
| 12500 | 2 | < 0.1% |
| 12534 | 2 | < 0.1% |
| 12797 | 2 | < 0.1% |
| 12842 | 2 | < 0.1% |
| 12878 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 24789 | 1 | < 0.1% |
| 24760 | 1 | < 0.1% |
| 24754 | 1 | < 0.1% |
| 24753 | 1 | < 0.1% |
| 24745 | 2 | |
| 24732 | 4 | |
| 24729 | 1 | < 0.1% |
| 24728 | 1 | < 0.1% |
| 24719 | 2 | |
| 24716 | 1 | < 0.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.3938 |
| Minimum | 45 |
|---|---|
| Maximum | 145 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 45 |
|---|---|
| 5-th percentile | 45 |
| Q1 | 48 |
| median | 86 |
| Q3 | 86 |
| 95-th percentile | 86 |
| Maximum | 145 |
| Range | 100 |
| Interquartile range (IQR) | 38 |
Descriptive statistics
| Standard deviation | 22.17749097 |
|---|---|
| Coefficient of variation (CV) | 0.3195889398 |
| Kurtosis | -0.6923296466 |
| Mean | 69.3938 |
| Median Absolute Deviation (MAD) | 34 |
| Skewness | 0.3737814211 |
| Sum | 693938 |
| Variance | 491.8411057 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 86 | 4768 | |
| 45 | 2374 | |
| 51 | 1157 | 11.6% |
| 48 | 715 | 7.1% |
| 49 | 421 | 4.2% |
| 120 | 419 | 4.2% |
| 67 | 107 | 1.1% |
| 145 | 39 | 0.4% |
| Value | Count | Frequency (%) |
| 45 | 2374 | |
| 48 | 715 | 7.1% |
| 49 | 421 | 4.2% |
| 51 | 1157 | 11.6% |
| 67 | 107 | 1.1% |
| 86 | 4768 | |
| 120 | 419 | 4.2% |
| 145 | 39 | 0.4% |
| Value | Count | Frequency (%) |
| 145 | 39 | 0.4% |
| 120 | 419 | 4.2% |
| 86 | 4768 | |
| 67 | 107 | 1.1% |
| 51 | 1157 | 11.6% |
| 49 | 421 | 4.2% |
| 48 | 715 | 7.1% |
| 45 | 2374 |
| Distinct | 3149 |
|---|---|
| Distinct (%) | 31.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3415.9663 |
| Minimum | 1 |
|---|---|
| Maximum | 7345 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 272 |
| Q1 | 1515 |
| median | 2989 |
| Q3 | 5666 |
| 95-th percentile | 6944 |
| Maximum | 7345 |
| Range | 7344 |
| Interquartile range (IQR) | 4151 |
Descriptive statistics
| Standard deviation | 2233.76098 |
|---|---|
| Coefficient of variation (CV) | 0.6539177452 |
| Kurtosis | -1.283278229 |
| Mean | 3415.9663 |
| Median Absolute Deviation (MAD) | 1931.5 |
| Skewness | 0.2637899003 |
| Sum | 34159663 |
| Variance | 4989688.118 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2578 | 81 | 0.8% |
| 1446 | 71 | 0.7% |
| 1515 | 51 | 0.5% |
| 2989 | 39 | 0.4% |
| 2943 | 39 | 0.4% |
| 2782 | 37 | 0.4% |
| 3000 | 34 | 0.3% |
| 1794 | 33 | 0.3% |
| 1511 | 30 | 0.3% |
| 2378 | 29 | 0.3% |
| Other values (3139) | 9556 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 2 | < 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 10 | |
| 6 | 7 | |
| 7 | 10 | |
| 9 | 2 | < 0.1% |
| 12 | 2 | < 0.1% |
| 13 | 3 | < 0.1% |
| 14 | 6 |
| Value | Count | Frequency (%) |
| 7345 | 1 | < 0.1% |
| 7336 | 1 | < 0.1% |
| 7333 | 1 | < 0.1% |
| 7325 | 2 | |
| 7324 | 1 | < 0.1% |
| 7322 | 2 | |
| 7321 | 4 | |
| 7313 | 1 | < 0.1% |
| 7308 | 1 | < 0.1% |
| 7306 | 1 | < 0.1% |
DATE_OF_BIRTH
Date
| Distinct | 5317 |
|---|---|
| Distinct (%) | 53.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| Minimum | 1954-07-17 00:00:00 |
|---|---|
| Maximum | 2000-09-21 00:00:00 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 311 |
| Missing (%) | 3.1% |
| Memory size | 78.2 KiB |
| Self employed | |
|---|---|
| Salaried |
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 10.85013933 |
| Min length | 8 |
Characters and Unicode
| Total characters | 105127 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Salaried |
|---|---|
| 2nd row | Salaried |
| 3rd row | Self employed |
| 4th row | Self employed |
| 5th row | Self employed |
Common Values
| Value | Count | Frequency (%) |
| Self employed | 5523 | |
| Salaried | 4166 | |
| (Missing) | 311 | 3.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| self | 5523 | |
| employed | 5523 | |
| salaried | 4166 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 20735 | |
| l | 15212 | |
| S | 9689 | |
| d | 9689 | |
| a | 8332 | |
| f | 5523 | 5.3% |
| 5523 | 5.3% | |
| m | 5523 | 5.3% |
| p | 5523 | 5.3% |
| o | 5523 | 5.3% |
| Other values (3) | 13855 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 89915 | |
| Uppercase Letter | 9689 | 9.2% |
| Space Separator | 5523 | 5.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 20735 | |
| l | 15212 | |
| d | 9689 | |
| a | 8332 | |
| f | 5523 | 6.1% |
| m | 5523 | 6.1% |
| p | 5523 | 6.1% |
| o | 5523 | 6.1% |
| y | 5523 | 6.1% |
| r | 4166 | 4.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 9689 |
Space Separator
| Value | Count | Frequency (%) |
| 5523 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 99604 | |
| Common | 5523 | 5.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 20735 | |
| l | 15212 | |
| S | 9689 | |
| d | 9689 | |
| a | 8332 | |
| f | 5523 | 5.5% |
| m | 5523 | 5.5% |
| p | 5523 | 5.5% |
| o | 5523 | 5.5% |
| y | 5523 | 5.5% |
| Other values (2) | 8332 |
Common
| Value | Count | Frequency (%) |
| 5523 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 105127 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 20735 | |
| l | 15212 | |
| S | 9689 | |
| d | 9689 | |
| a | 8332 | |
| f | 5523 | 5.3% |
| 5523 | 5.3% | |
| m | 5523 | 5.3% |
| p | 5523 | 5.3% |
| o | 5523 | 5.3% |
| Other values (3) | 13855 |
DISBURSAL_DATE
Date
| Distinct | 84 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| Minimum | 2018-08-01 00:00:00 |
|---|---|
| Maximum | 2018-10-31 00:00:00 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.2583 |
| Minimum | 1 |
|---|---|
| Maximum | 22 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 10 |
| 95-th percentile | 16 |
| Maximum | 22 |
| Range | 21 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.456340091 |
|---|---|
| Coefficient of variation (CV) | 0.613964715 |
| Kurtosis | -0.3567451897 |
| Mean | 7.2583 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.8061249074 |
| Sum | 72583 |
| Variance | 19.85896701 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 1946 | |
| 3 | 1494 | |
| 6 | 1373 | |
| 13 | 776 | 7.8% |
| 9 | 718 | 7.2% |
| 8 | 625 | 6.2% |
| 14 | 414 | 4.1% |
| 5 | 406 | 4.1% |
| 1 | 380 | 3.8% |
| 7 | 313 | 3.1% |
| Other values (12) | 1555 |
| Value | Count | Frequency (%) |
| 1 | 380 | 3.8% |
| 2 | 160 | 1.6% |
| 3 | 1494 | |
| 4 | 1946 | |
| 5 | 406 | 4.1% |
| 6 | 1373 | |
| 7 | 313 | 3.1% |
| 8 | 625 | 6.2% |
| 9 | 718 | 7.2% |
| 10 | 144 | 1.4% |
| Value | Count | Frequency (%) |
| 22 | 5 | 0.1% |
| 21 | 1 | < 0.1% |
| 20 | 4 | < 0.1% |
| 19 | 42 | 0.4% |
| 18 | 234 | 2.3% |
| 17 | 160 | 1.6% |
| 16 | 108 | 1.1% |
| 15 | 212 | 2.1% |
| 14 | 414 | |
| 13 | 776 |
| Distinct | 2629 |
|---|---|
| Distinct (%) | 26.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1548.3745 |
| Minimum | 1 |
|---|---|
| Maximum | 3783 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 152.95 |
| Q1 | 707 |
| median | 1441.5 |
| Q3 | 2369 |
| 95-th percentile | 3188.05 |
| Maximum | 3783 |
| Range | 3782 |
| Interquartile range (IQR) | 1662 |
Descriptive statistics
| Standard deviation | 978.2866477 |
|---|---|
| Coefficient of variation (CV) | 0.6318152667 |
| Kurtosis | -1.062187128 |
| Mean | 1548.3745 |
| Median Absolute Deviation (MAD) | 816.5 |
| Skewness | 0.2470667032 |
| Sum | 15483745 |
| Variance | 957044.7651 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2546 | 30 | 0.3% |
| 620 | 27 | 0.3% |
| 255 | 20 | 0.2% |
| 130 | 20 | 0.2% |
| 184 | 17 | 0.2% |
| 908 | 17 | 0.2% |
| 3132 | 17 | 0.2% |
| 2153 | 17 | 0.2% |
| 237 | 16 | 0.2% |
| 751 | 16 | 0.2% |
| Other values (2619) | 9803 |
| Value | Count | Frequency (%) |
| 1 | 5 | |
| 3 | 4 | |
| 4 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| 7 | 8 | |
| 9 | 2 | < 0.1% |
| 10 | 2 | < 0.1% |
| 11 | 2 | < 0.1% |
| 12 | 5 | |
| 15 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 3783 | 1 | |
| 3775 | 1 | |
| 3768 | 1 | |
| 3761 | 1 | |
| 3759 | 1 | |
| 3757 | 1 | |
| 3748 | 1 | |
| 3744 | 1 | |
| 3736 | 1 | |
| 3724 | 1 |
AADHAR_FLAG
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 8397 | |
| 0 | 1603 | 16.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 8397 | |
| 0 | 1603 | 16.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 8397 | |
| 0 | 1603 | 16.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 8397 | |
| 0 | 1603 | 16.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 8397 | |
| 0 | 1603 | 16.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 8397 | |
| 0 | 1603 | 16.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 | 759 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 9241 | |
| 1 | 759 | 7.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 9241 | |
| 1 | 759 | 7.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9241 | |
| 1 | 759 | 7.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 9241 | |
| 1 | 759 | 7.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 9241 | |
| 1 | 759 | 7.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 9241 | |
| 1 | 759 | 7.6% |
VOTERID_FLAG
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 8531 | |
| 1 | 1469 | 14.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 8531 | |
| 1 | 1469 | 14.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8531 | |
| 1 | 1469 | 14.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 8531 | |
| 1 | 1469 | 14.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 8531 | |
| 1 | 1469 | 14.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 8531 | |
| 1 | 1469 | 14.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 | 30 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 9970 | |
| 1 | 30 | 0.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 9970 | |
| 1 | 30 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9970 | |
| 1 | 30 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 9970 | |
| 1 | 30 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 9970 | |
| 1 | 30 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 9970 | |
| 1 | 30 | 0.3% |
| Distinct | 485 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 295.1243 |
| Minimum | 0 |
|---|---|
| Maximum | 890 |
| Zeros | 4911 |
| Zeros (%) | 49.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 15 |
| Q3 | 680 |
| 95-th percentile | 825 |
| Maximum | 890 |
| Range | 890 |
| Interquartile range (IQR) | 680 |
Descriptive statistics
| Standard deviation | 339.4487016 |
|---|---|
| Coefficient of variation (CV) | 1.150188926 |
| Kurtosis | -1.658707342 |
| Mean | 295.1243 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 0.4151665359 |
| Sum | 2951243 |
| Variance | 115225.421 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4911 | |
| 300 | 385 | 3.9% |
| 738 | 352 | 3.5% |
| 825 | 339 | 3.4% |
| 17 | 170 | 1.7% |
| 15 | 158 | 1.6% |
| 763 | 134 | 1.3% |
| 16 | 131 | 1.3% |
| 708 | 88 | 0.9% |
| 737 | 82 | 0.8% |
| Other values (475) | 3250 |
| Value | Count | Frequency (%) |
| 0 | 4911 | |
| 14 | 38 | 0.4% |
| 15 | 158 | 1.6% |
| 16 | 131 | 1.3% |
| 17 | 170 | 1.7% |
| 18 | 74 | 0.7% |
| 300 | 385 | 3.9% |
| 301 | 1 | < 0.1% |
| 302 | 1 | < 0.1% |
| 305 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 890 | 1 | < 0.1% |
| 879 | 5 | 0.1% |
| 858 | 1 | < 0.1% |
| 853 | 2 | < 0.1% |
| 852 | 1 | < 0.1% |
| 850 | 1 | < 0.1% |
| 849 | 1 | < 0.1% |
| 845 | 26 | |
| 844 | 3 | < 0.1% |
| 839 | 4 | < 0.1% |
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| No Bureau History Available | |
|---|---|
| C-Very Low Risk | |
| A-Very Low Risk | |
| D-Very Low Risk | |
| B-Very Low Risk | 405 |
| Other values (14) |
Length
| Max length | 55 |
|---|---|
| Median length | 27 |
| Mean length | 22.1557 |
| Min length | 10 |
Characters and Unicode
| Total characters | 221557 |
|---|---|
| Distinct characters | 48 |
| Distinct categories | 8 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No Bureau History Available |
|---|---|
| 2nd row | No Bureau History Available |
| 3rd row | No Bureau History Available |
| 4th row | No Bureau History Available |
| 5th row | E-Low Risk |
Common Values
| Value | Count | Frequency (%) |
| No Bureau History Available | 4911 | |
| C-Very Low Risk | 688 | 6.9% |
| A-Very Low Risk | 632 | 6.3% |
| D-Very Low Risk | 513 | 5.1% |
| B-Very Low Risk | 405 | 4.0% |
| M-Very High Risk | 385 | 3.9% |
| K-High Risk | 377 | 3.8% |
| F-Low Risk | 371 | 3.7% |
| H-Medium Risk | 286 | 2.9% |
| E-Low Risk | 254 | 2.5% |
| Other values (9) | 1178 | 11.8% |
Length
| Value | Count | Frequency (%) |
| available | 5313 | |
| no | 5116 | |
| history | 5069 | |
| bureau | 4911 | |
| risk | 4518 | |
| low | 2238 | 6.2% |
| not | 899 | 2.5% |
| c-very | 688 | 1.9% |
| a-very | 632 | 1.8% |
| scored | 571 | 1.6% |
| Other values (29) | 5902 |
Most occurring characters
| Value | Count | Frequency (%) |
| 25857 | 11.7% | |
| i | 17180 | 7.8% |
| a | 16174 | 7.3% |
| o | 15730 | 7.1% |
| e | 15202 | 6.9% |
| r | 13592 | 6.1% |
| u | 11005 | 5.0% |
| l | 10738 | 4.8% |
| s | 10241 | 4.6% |
| y | 7902 | 3.6% |
| Other values (38) | 77936 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 151438 | |
| Uppercase Letter | 38763 | 17.5% |
| Space Separator | 25857 | 11.7% |
| Dash Punctuation | 4518 | 2.0% |
| Other Punctuation | 571 | 0.3% |
| Decimal Number | 148 | 0.1% |
| Open Punctuation | 131 | 0.1% |
| Close Punctuation | 131 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 17180 | |
| a | 16174 | |
| o | 15730 | |
| e | 15202 | |
| r | 13592 | |
| u | 11005 | |
| l | 10738 | |
| s | 10241 | 6.8% |
| y | 7902 | 5.2% |
| t | 7381 | 4.9% |
| Other values (12) | 26293 |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 6336 | |
| N | 6015 | |
| A | 5832 | |
| B | 5316 | |
| R | 4518 | |
| L | 3062 | |
| V | 2664 | |
| M | 901 | 2.3% |
| S | 729 | 1.9% |
| C | 688 | 1.8% |
| Other values (9) | 2702 |
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 74 | |
| 6 | 74 |
Space Separator
| Value | Count | Frequency (%) |
| 25857 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 4518 |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 571 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 131 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 131 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 190201 | |
| Common | 31356 | 14.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 17180 | 9.0% |
| a | 16174 | 8.5% |
| o | 15730 | 8.3% |
| e | 15202 | 8.0% |
| r | 13592 | 7.1% |
| u | 11005 | 5.8% |
| l | 10738 | 5.6% |
| s | 10241 | 5.4% |
| y | 7902 | 4.2% |
| t | 7381 | 3.9% |
| Other values (31) | 65056 |
Common
| Value | Count | Frequency (%) |
| 25857 | ||
| - | 4518 | 14.4% |
| : | 571 | 1.8% |
| ( | 131 | 0.4% |
| ) | 131 | 0.4% |
| 3 | 74 | 0.2% |
| 6 | 74 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 221557 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 25857 | 11.7% | |
| i | 17180 | 7.8% |
| a | 16174 | 7.3% |
| o | 15730 | 7.1% |
| e | 15202 | 6.9% |
| r | 13592 | 6.1% |
| u | 11005 | 5.0% |
| l | 10738 | 4.8% |
| s | 10241 | 4.6% |
| y | 7902 | 3.6% |
| Other values (38) | 77936 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1586 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 8846 |
| Zeros (%) | 88.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5428402229 |
|---|---|
| Coefficient of variation (CV) | 3.422700018 |
| Kurtosis | 84.73015225 |
| Mean | 0.1586 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.742497825 |
| Sum | 1586 |
| Variance | 0.2946755076 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8846 | |
| 1 | 877 | 8.8% |
| 2 | 199 | 2.0% |
| 3 | 50 | 0.5% |
| 4 | 12 | 0.1% |
| 5 | 6 | 0.1% |
| 7 | 3 | < 0.1% |
| 6 | 2 | < 0.1% |
| 12 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8846 | |
| 1 | 877 | 8.8% |
| 2 | 199 | 2.0% |
| 3 | 50 | 0.5% |
| 4 | 12 | 0.1% |
| 5 | 6 | 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 3 | < 0.1% |
| 6 | 2 | < 0.1% |
| 5 | 6 | 0.1% |
| 4 | 12 | 0.1% |
| 3 | 50 | 0.5% |
| 2 | 199 | 2.0% |
| 1 | 877 |
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.39 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 7755 |
| Zeros (%) | 77.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.9605166626 |
|---|---|
| Coefficient of variation (CV) | 2.462863238 |
| Kurtosis | 38.3000325 |
| Mean | 0.39 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.563673903 |
| Sum | 3900 |
| Variance | 0.9225922592 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7755 | |
| 1 | 1365 | 13.7% |
| 2 | 508 | 5.1% |
| 3 | 189 | 1.9% |
| 4 | 92 | 0.9% |
| 5 | 36 | 0.4% |
| 6 | 27 | 0.3% |
| 7 | 13 | 0.1% |
| 8 | 6 | 0.1% |
| 9 | 4 | < 0.1% |
| Other values (4) | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 7755 | |
| 1 | 1365 | 13.7% |
| 2 | 508 | 5.1% |
| 3 | 189 | 1.9% |
| 4 | 92 | 0.9% |
| 5 | 36 | 0.4% |
| 6 | 27 | 0.3% |
| 7 | 13 | 0.1% |
| 8 | 6 | 0.1% |
| 9 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 19 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 11 | 2 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 4 | < 0.1% |
| 8 | 6 | 0.1% |
| 7 | 13 | 0.1% |
| 6 | 27 | 0.3% |
| 5 | 36 | 0.4% |
| 4 | 92 |
| Distinct | 112 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0yrs 0mon | |
|---|---|
| 0yrs 6mon | 249 |
| 0yrs 9mon | 237 |
| 0yrs 7mon | 223 |
| 0yrs 8mon | 222 |
| Other values (107) |
Length
| Max length | 11 |
|---|---|
| Median length | 9 |
| Mean length | 9.0742 |
| Min length | 9 |
Characters and Unicode
| Total characters | 90742 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 19 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 0yrs 0mon |
|---|---|
| 2nd row | 0yrs 0mon |
| 3rd row | 0yrs 0mon |
| 4th row | 0yrs 0mon |
| 5th row | 1yrs 7mon |
Common Values
| Value | Count | Frequency (%) |
| 0yrs 0mon | 5034 | |
| 0yrs 6mon | 249 | 2.5% |
| 0yrs 9mon | 237 | 2.4% |
| 0yrs 7mon | 223 | 2.2% |
| 0yrs 8mon | 222 | 2.2% |
| 0yrs 10mon | 218 | 2.2% |
| 1yrs 0mon | 213 | 2.1% |
| 0yrs 11mon | 210 | 2.1% |
| 0yrs 5mon | 207 | 2.1% |
| 1yrs 1mon | 190 | 1.9% |
| Other values (102) | 2997 |
Length
| Value | Count | Frequency (%) |
| 0yrs | 7153 | |
| 0mon | 5414 | |
| 1yrs | 1600 | 8.0% |
| 2yrs | 664 | 3.3% |
| 6mon | 467 | 2.3% |
| 5mon | 438 | 2.2% |
| 2mon | 435 | 2.2% |
| 4mon | 433 | 2.2% |
| 1mon | 425 | 2.1% |
| 7mon | 420 | 2.1% |
| Other values (17) | 2551 | 12.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12958 | |
| y | 10000 | |
| r | 10000 | |
| s | 10000 | |
| 10000 | ||
| m | 10000 | |
| o | 10000 | |
| n | 10000 | |
| 1 | 3113 | 3.4% |
| 2 | 1102 | 1.2% |
| Other values (7) | 3569 | 3.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 60000 | |
| Decimal Number | 20742 | 22.9% |
| Space Separator | 10000 | 11.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 12958 | |
| 1 | 3113 | 15.0% |
| 2 | 1102 | 5.3% |
| 3 | 716 | 3.5% |
| 4 | 566 | 2.7% |
| 5 | 508 | 2.4% |
| 6 | 508 | 2.4% |
| 7 | 437 | 2.1% |
| 8 | 427 | 2.1% |
| 9 | 407 | 2.0% |
Lowercase Letter
| Value | Count | Frequency (%) |
| y | 10000 | |
| r | 10000 | |
| s | 10000 | |
| m | 10000 | |
| o | 10000 | |
| n | 10000 |
Space Separator
| Value | Count | Frequency (%) |
| 10000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 60000 | |
| Common | 30742 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 12958 | |
| 10000 | ||
| 1 | 3113 | 10.1% |
| 2 | 1102 | 3.6% |
| 3 | 716 | 2.3% |
| 4 | 566 | 1.8% |
| 5 | 508 | 1.7% |
| 6 | 508 | 1.7% |
| 7 | 437 | 1.4% |
| 8 | 427 | 1.4% |
Latin
| Value | Count | Frequency (%) |
| y | 10000 | |
| r | 10000 | |
| s | 10000 | |
| m | 10000 | |
| o | 10000 | |
| n | 10000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 90742 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 12958 | |
| y | 10000 | |
| r | 10000 | |
| s | 10000 | |
| 10000 | ||
| m | 10000 | |
| o | 10000 | |
| n | 10000 | |
| 1 | 3113 | 3.4% |
| 2 | 1102 | 1.2% |
| Other values (7) | 3569 | 3.9% |
| Distinct | 192 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0yrs 0mon | |
|---|---|
| 0yrs 6mon | 227 |
| 2yrs 1mon | 187 |
| 2yrs 0mon | 173 |
| 0yrs 7mon | 171 |
| Other values (187) |
Length
| Max length | 11 |
|---|---|
| Median length | 9 |
| Mean length | 9.0914 |
| Min length | 9 |
Characters and Unicode
| Total characters | 90914 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 30 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | 0yrs 0mon |
|---|---|
| 2nd row | 0yrs 0mon |
| 3rd row | 0yrs 0mon |
| 4th row | 0yrs 0mon |
| 5th row | 3yrs 3mon |
Common Values
| Value | Count | Frequency (%) |
| 0yrs 0mon | 5016 | |
| 0yrs 6mon | 227 | 2.3% |
| 2yrs 1mon | 187 | 1.9% |
| 2yrs 0mon | 173 | 1.7% |
| 0yrs 7mon | 171 | 1.7% |
| 1yrs 0mon | 138 | 1.4% |
| 0yrs 11mon | 125 | 1.2% |
| 1yrs 1mon | 120 | 1.2% |
| 0yrs 9mon | 115 | 1.1% |
| 1yrs 6mon | 103 | 1.0% |
| Other values (182) | 3625 |
Length
| Value | Count | Frequency (%) |
| 0yrs | 6283 | |
| 0mon | 5536 | |
| 1yrs | 1129 | 5.6% |
| 2yrs | 969 | 4.8% |
| 1mon | 540 | 2.7% |
| 3yrs | 535 | 2.7% |
| 6mon | 509 | 2.5% |
| 7mon | 440 | 2.2% |
| 2mon | 434 | 2.2% |
| 3mon | 412 | 2.1% |
| Other values (24) | 3213 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12202 | |
| y | 10000 | |
| r | 10000 | |
| s | 10000 | |
| 10000 | ||
| m | 10000 | |
| o | 10000 | |
| n | 10000 | |
| 1 | 3015 | 3.3% |
| 2 | 1439 | 1.6% |
| Other values (7) | 4258 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 60000 | |
| Decimal Number | 20914 | 23.0% |
| Space Separator | 10000 | 11.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 12202 | |
| 1 | 3015 | 14.4% |
| 2 | 1439 | 6.9% |
| 3 | 978 | 4.7% |
| 4 | 714 | 3.4% |
| 6 | 649 | 3.1% |
| 5 | 598 | 2.9% |
| 7 | 511 | 2.4% |
| 9 | 409 | 2.0% |
| 8 | 399 | 1.9% |
Lowercase Letter
| Value | Count | Frequency (%) |
| y | 10000 | |
| r | 10000 | |
| s | 10000 | |
| m | 10000 | |
| o | 10000 | |
| n | 10000 |
Space Separator
| Value | Count | Frequency (%) |
| 10000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 60000 | |
| Common | 30914 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 12202 | |
| 10000 | ||
| 1 | 3015 | 9.8% |
| 2 | 1439 | 4.7% |
| 3 | 978 | 3.2% |
| 4 | 714 | 2.3% |
| 6 | 649 | 2.1% |
| 5 | 598 | 1.9% |
| 7 | 511 | 1.7% |
| 9 | 409 | 1.3% |
Latin
| Value | Count | Frequency (%) |
| y | 10000 | |
| r | 10000 | |
| s | 10000 | |
| m | 10000 | |
| o | 10000 | |
| n | 10000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 90914 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 12202 | |
| y | 10000 | |
| r | 10000 | |
| s | 10000 | |
| 10000 | ||
| m | 10000 | |
| o | 10000 | |
| n | 10000 | |
| 1 | 3015 | 3.3% |
| 2 | 1439 | 1.6% |
| Other values (7) | 4258 | 4.7% |
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2075 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 8673 |
| Zeros (%) | 86.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.7250491843 |
|---|---|
| Coefficient of variation (CV) | 3.494212936 |
| Kurtosis | 109.0026748 |
| Mean | 0.2075 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.801653559 |
| Sum | 2075 |
| Variance | 0.5256963196 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8673 | |
| 1 | 951 | 9.5% |
| 2 | 224 | 2.2% |
| 3 | 72 | 0.7% |
| 4 | 34 | 0.3% |
| 5 | 18 | 0.2% |
| 7 | 11 | 0.1% |
| 9 | 5 | 0.1% |
| 6 | 5 | 0.1% |
| 8 | 3 | < 0.1% |
| Other values (4) | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8673 | |
| 1 | 951 | 9.5% |
| 2 | 224 | 2.2% |
| 3 | 72 | 0.7% |
| 4 | 34 | 0.3% |
| 5 | 18 | 0.2% |
| 6 | 5 | 0.1% |
| 7 | 11 | 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 18 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 5 | 0.1% |
| 8 | 3 | < 0.1% |
| 7 | 11 | 0.1% |
| 6 | 5 | 0.1% |
| 5 | 18 | |
| 4 | 34 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6650 | |
| 1 | 3350 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 6650 | |
| 1 | 3350 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6650 | |
| 1 | 3350 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6650 | |
| 1 | 3350 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6650 | |
| 1 | 3350 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6650 | |
| 1 | 3350 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | DISBURSED_AMOUNT | ASSET_COST | LTV | BRANCH_ID | SUPPLIER_ID | MANUFACTURER_ID | CURRENT_PINCODE_ID | DATE_OF_BIRTH | EMPLOYMENT_TYPE | DISBURSAL_DATE | STATE_ID | EMPLOYEE_CODE_ID | AADHAR_FLAG | PAN_FLAG | VOTERID_FLAG | PASSPORT_FLAG | PERFORM_CNS_SCORE | PERFORM_CNS_SCORE_DESCRIPTION | PRI_OVERDUE_ACCTS | NEW_ACCTS_IN_LAST_SIX_MONTHS | AVERAGE_ACCT_AGE | CREDIT_HISTORY_LENGTH | NO_OF_INQUIRIES | LOAN_DEFAULT | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 41225 | 40394 | 76660 | 54.79 | 1 | 18080 | 45 | 5083 | 1974-01-01 | Salaried | 2018-10-12 | 3 | 1616 | 1 | 0 | 0 | 0 | 0 | No Bureau History Available | 0 | 0 | 0yrs 0mon | 0yrs 0mon | 0 | 0 |
| 1 | 27185 | 39439 | 65390 | 61.17 | 105 | 15792 | 45 | 1218 | 1971-01-01 | Salaried | 2018-10-13 | 6 | 937 | 1 | 0 | 0 | 0 | 0 | No Bureau History Available | 0 | 0 | 0yrs 0mon | 0yrs 0mon | 0 | 0 |
| 2 | 61563 | 48849 | 77200 | 64.77 | 10 | 22742 | 86 | 5662 | 1991-02-27 | Self employed | 2018-08-29 | 3 | 1746 | 1 | 0 | 0 | 0 | 0 | No Bureau History Available | 0 | 0 | 0yrs 0mon | 0yrs 0mon | 0 | 1 |
| 3 | 7402 | 47049 | 82086 | 59.33 | 1 | 22315 | 86 | 5092 | 1997-01-01 | Self employed | 2018-10-25 | 3 | 136 | 1 | 0 | 0 | 0 | 0 | No Bureau History Available | 0 | 0 | 0yrs 0mon | 0yrs 0mon | 0 | 1 |
| 4 | 1000 | 56007 | 67351 | 85.00 | 5 | 15663 | 86 | 3373 | 1984-03-01 | Self employed | 2018-09-03 | 9 | 963 | 1 | 0 | 0 | 0 | 686 | E-Low Risk | 1 | 0 | 1yrs 7mon | 3yrs 3mon | 0 | 0 |
| 5 | 84578 | 71117 | 92000 | 78.80 | 76 | 17242 | 48 | 4467 | 1994-06-22 | Self employed | 2018-09-20 | 8 | 220 | 1 | 0 | 0 | 0 | 0 | No Bureau History Available | 0 | 0 | 0yrs 0mon | 0yrs 0mon | 0 | 1 |
| 6 | 87655 | 53963 | 68429 | 81.84 | 16 | 18150 | 45 | 2943 | 1981-05-21 | Self employed | 2018-09-17 | 17 | 2346 | 1 | 0 | 0 | 0 | 17 | Not Scored: Not Enough Info available on the customer | 0 | 0 | 0yrs 5mon | 0yrs 5mon | 0 | 1 |
| 7 | 119045 | 57559 | 71151 | 83.62 | 16 | 18317 | 86 | 2959 | 1987-02-15 | Salaried | 2018-09-20 | 14 | 2075 | 1 | 0 | 0 | 0 | 640 | G-Low Risk | 0 | 0 | 1yrs 5mon | 2yrs 4mon | 0 | 0 |
| 8 | 34691 | 49763 | 73616 | 70.64 | 142 | 17315 | 86 | 109 | 1994-10-08 | Salaried | 2018-08-24 | 16 | 331 | 1 | 0 | 0 | 0 | 525 | J-High Risk | 1 | 3 | 0yrs 10mon | 2yrs 6mon | 0 | 0 |
| 9 | 28616 | 61647 | 94610 | 68.70 | 11 | 23399 | 48 | 5633 | 1980-03-05 | Self employed | 2018-08-20 | 3 | 1395 | 1 | 0 | 0 | 0 | 0 | No Bureau History Available | 0 | 0 | 0yrs 0mon | 0yrs 0mon | 0 | 0 |
Last rows
| df_index | DISBURSED_AMOUNT | ASSET_COST | LTV | BRANCH_ID | SUPPLIER_ID | MANUFACTURER_ID | CURRENT_PINCODE_ID | DATE_OF_BIRTH | EMPLOYMENT_TYPE | DISBURSAL_DATE | STATE_ID | EMPLOYEE_CODE_ID | AADHAR_FLAG | PAN_FLAG | VOTERID_FLAG | PASSPORT_FLAG | PERFORM_CNS_SCORE | PERFORM_CNS_SCORE_DESCRIPTION | PRI_OVERDUE_ACCTS | NEW_ACCTS_IN_LAST_SIX_MONTHS | AVERAGE_ACCT_AGE | CREDIT_HISTORY_LENGTH | NO_OF_INQUIRIES | LOAN_DEFAULT | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | 57953 | 50703 | 63470 | 81.93 | 67 | 18166 | 86 | 1511 | 1983-03-29 | Salaried | 2018-08-21 | 6 | 949 | 1 | 0 | 0 | 0 | 738 | C-Very Low Risk | 0 | 2 | 0yrs 4mon | 0yrs 4mon | 0 | 0 |
| 9991 | 61098 | 44998 | 69998 | 65.21 | 65 | 23246 | 49 | 6808 | 1971-01-14 | Salaried | 2018-10-24 | 13 | 199 | 1 | 0 | 0 | 0 | 738 | C-Very Low Risk | 0 | 1 | 1yrs 0mon | 1yrs 7mon | 1 | 0 |
| 9992 | 12920 | 49803 | 67302 | 76.52 | 16 | 22004 | 45 | 2976 | 1974-05-12 | Salaried | 2018-08-29 | 14 | 194 | 1 | 0 | 0 | 0 | 635 | G-Low Risk | 0 | 0 | 4yrs 0mon | 8yrs 5mon | 0 | 0 |
| 9993 | 82518 | 55959 | 69884 | 85.86 | 138 | 17175 | 45 | 3329 | 1982-06-01 | Self employed | 2018-10-05 | 9 | 2174 | 1 | 0 | 0 | 0 | 719 | D-Very Low Risk | 0 | 1 | 1yrs 3mon | 3yrs 2mon | 1 | 0 |
| 9994 | 85209 | 52135 | 70250 | 75.70 | 138 | 17408 | 51 | 3349 | 1976-06-24 | Self employed | 2018-10-29 | 9 | 2690 | 1 | 0 | 0 | 0 | 763 | B-Very Low Risk | 0 | 0 | 1yrs 3mon | 3yrs 1mon | 1 | 0 |
| 9995 | 71686 | 63913 | 122354 | 53.12 | 36 | 24622 | 48 | 6560 | 1990-01-01 | Salaried | 2018-10-25 | 13 | 724 | 0 | 0 | 1 | 0 | 0 | No Bureau History Available | 0 | 0 | 0yrs 0mon | 0yrs 0mon | 0 | 0 |
| 9996 | 81522 | 48578 | 67716 | 74.58 | 74 | 23424 | 51 | 2615 | 1970-01-01 | Self employed | 2018-09-26 | 4 | 3159 | 1 | 0 | 1 | 0 | 0 | No Bureau History Available | 0 | 0 | 0yrs 0mon | 0yrs 0mon | 0 | 0 |
| 9997 | 31944 | 66882 | 87000 | 78.16 | 2 | 24040 | 120 | 1732 | 1985-01-01 | Salaried | 2018-09-18 | 4 | 2655 | 1 | 0 | 0 | 0 | 737 | C-Very Low Risk | 0 | 0 | 0yrs 11mon | 0yrs 11mon | 0 | 0 |
| 9998 | 67406 | 51328 | 77250 | 68.93 | 254 | 23292 | 51 | 6757 | 1977-06-12 | Self employed | 2018-10-03 | 13 | 859 | 0 | 1 | 1 | 0 | 17 | Not Scored: Not Enough Info available on the customer | 0 | 0 | 4yrs 2mon | 4yrs 2mon | 0 | 1 |
| 9999 | 83835 | 54513 | 64921 | 86.26 | 61 | 21911 | 86 | 1369 | 1975-06-01 | Self employed | 2018-08-17 | 6 | 1655 | 1 | 0 | 0 | 0 | 763 | B-Very Low Risk | 0 | 0 | 0yrs 11mon | 0yrs 11mon | 0 | 0 |